 (anglican.infcomp.core/reset-infcomp-addressing-scheme!)
 ;; @@
 ;; =>
-;;; {"type":"html","content":"<span class='clj-unkown'>#function[anglican.infcomp.core/reset-infcomp-addressing-scheme!$fn--27417$fn--27418]</span>","value":"#function[anglican.infcomp.core/reset-infcomp-addressing-scheme!$fn--27417$fn--27418]"}
+;;; {"type":"html","content":"<span class='clj-unkown'>#function[anglican.infcomp.core/reset-infcomp-addressing-scheme!$fn--26285$fn--26286]</span>","value":"#function[anglican.infcomp.core/reset-infcomp-addressing-scheme!$fn--26285$fn--26286]"}
 ;; <=
 
 ;; **

;; @@
(ns pdfa
  (:require anglican.infcomp.csis
            anglican.smc
            anglican.infcomp.core
            [anglican.infcomp.network :refer :all]

;; **

;; @@
(def num-particles 10)
(def csis-states (take num-particles (infer :csis pdfa [test-observations alphabet])))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;pdfa/csis-states</span>","value":"#'pdfa/csis-states"}
;; <=

;; @@
(categorical (vec (empirical-distribution (collect-results csis-states))))
;; @@
;; =>
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#function[pdfa/eval8353988$query4--8353994$var40--8353996$mem28--8354003], :emissiondist #function[pdfa/eval8353988$query4--8353994$var40--8353996$mem16--8354013]} NaN] [{:K 3, :alphabet \"ABCDE\", :transition #function[pdfa/eval8353988$query4--8353994$var40--8353996$mem28--8354003], :emissiondist #function[pdfa/eval8353988$query4--8353994$var40--8353996$mem16--8354013]} NaN] [{:K 3, :alphabet \"ABCDE\", :transition #function[pdfa/eval8353988$query4--8353994$var40--8353996$mem28--8354003], :emissiondist #function[pdfa/eval8353988$query4--8353994$var40--8353996$mem16--8354013]} NaN] [{:K 1, :alphabet \"ABCDE\", :transition #function[pdfa/eval8353988$query4--8353994$var40--8353996$mem28--8354003], :emissiondist #function[pdfa/eval8353988$query4--8353994$var40--8353996$mem16--8354013]} NaN] [{:K 4, :alphabet \"ABCDE\", :transition #function[pdfa/eval8353988$query4--8353994$var40--8353996$mem28--8354003], :emissiondist #function[pdfa/eval8353988$query4--8353994$var40--8353996$mem16--8354013]} NaN]])"}
;; <=

;; @@
(sample* (categorical (vec (empirical-distribution (collect-results csis-states)))))
;; @@

;; @@
(def num-particles 10)
(def is-states (take num-particles (infer :importance pdfa [test-observations alphabet])))

;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;pdfa/is-states</span>","value":"#'pdfa/is-states"}
;; <=

;; @@
(sample* (categorical (vec (empirical-distribution (collect-results is-states)))))
;; @@

;; @@
(def num-particles 1000)
